{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "补偿的思路很简单，既然少数类吃亏了，就在输出的时候对其进行一定的补偿，补偿的方式主要分为两种：   \n",
    "\n",
    "（1）一种是乘法补偿，对少数类的输出概率乘以一个大于1的数值；   \n",
    "\n",
    "（2）另一种是加法补偿，对其概率加上某一个值   \n",
    "\n",
    "下面简单介绍下补偿细节：  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 基于经验的决策输出补偿\n",
    "\n",
    "#### 1.乘法补偿\n",
    "对少数类乘以不平衡比例：  \n",
    "\n",
    "$$\n",
    "IR=\\frac{N_-}{N_+}\n",
    "$$\n",
    "\n",
    "#### 2.加法补偿\n",
    "对概率分布加上如下的补偿值：   \n",
    "\n",
    "$$\n",
    "\\theta=\\frac{N_--N_+}{N_-+N_++2}\n",
    "$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 其他输出补偿方法\n",
    "\n",
    "（1）类似于上一节的代价敏感学习，补偿时也可以考虑到实际的**样本分布**，比如根据离各类中心点的距离，给予相应反比例的补偿权重，即离某类中心点越近补偿值越高，越远补偿值越低；  \n",
    "\n",
    "（2）实践中，也可以通过经验选择一个补偿值，然后将其扩展大到一定的区间，再用**交叉验证**的方式在该区间内选择一个不错的补偿值   \n",
    "\n",
    "\n",
    "下面简单测试一下两种经验补偿方式："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.datasets import make_classification\n",
    "from sklearn.svm import SVC\n",
    "from imblearn_utils import *\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "X, y = make_classification(n_samples=500, n_features=2,\n",
    "                           n_informative=2,n_redundant=0,\n",
    "                           n_repeated=0, n_classes=2,\n",
    "                           n_clusters_per_class=1,weights=[0.05, 0.95],\n",
    "                           class_sep=3,flip_y=0.05, random_state=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#计算补偿值\n",
    "neg_num=(y==1).sum()\n",
    "pos_num=(y==0).sum()\n",
    "IR=neg_num/pos_num\n",
    "theta=(neg_num-pos_num)/(neg_num+pos_num+2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#乘法补偿\n",
    "class Wrapper1(object):\n",
    "    def __init__(self,model,weights):\n",
    "        self.model=model\n",
    "        self.weights=weights\n",
    "    def predict_proba(self,x):\n",
    "        return (svc.predict_proba(x)*self.weights)/np.sum(svc.predict_proba(x)*self.weights,axis=1,keepdims=True)\n",
    "    def predict(self, x):\n",
    "        return np.argmax(self.predict_proba(x), axis=1)\n",
    "#加法补偿\n",
    "class Wrapper2(object):\n",
    "    def __init__(self,model,weights):\n",
    "        self.model=model\n",
    "        self.weights=weights\n",
    "    def predict_proba(self,x):\n",
    "        return (svc.predict_proba(x)+self.weights)/np.sum(svc.predict_proba(x)+self.weights,axis=1,keepdims=True)\n",
    "    def predict(self, x):\n",
    "        return np.argmax(self.predict_proba(x), axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "#训练模型并封装模型\n",
    "svc=SVC(gamma='auto',probability=True)\n",
    "svc.fit(X,y)\n",
    "\n",
    "svc_multi=Wrapper1(svc,[IR,1])\n",
    "svc_add=Wrapper2(svc,[theta,0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x207563c86a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (17,4))\n",
    "plt.subplot(1,3,1)\n",
    "plot_decision_function(X=X,y=y,clf=svc,plt=plt)\n",
    "plt.subplot(1,3,2)\n",
    "plot_decision_function(X=X,y=y,clf=svc_multi,plt=plt)\n",
    "plt.subplot(1,3,3)\n",
    "plot_decision_function(X=X,y=y,clf=svc_add,plt=plt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
